What we think

Ideas on AI, engineering and the business of building.

Field notes from our teams — what's working in production, what we've learned the hard way, and where enterprise technology is heading next.

AI
Featured · AI & ML

The untold story: building a production-ready AI stack on GCP with Feast.

Prestanda's journey wiring a real feature store into a CI/CD and Kubernetes pipeline on Google Cloud — the architecture decisions, the trade-offs, and what it takes to make AI reliable in production.

PBy Prestanda Consulting
Sep 2025 · 11 min read
SD
Engineering

Schema drift almost killed our AI pipeline — here's how we made it bulletproof.

Part 1. A silent schema change broke everything downstream. The detection, the guardrails and the fix that made our data pipeline resilient.

Sep 2025 · 8 min Read article
DD
AI & ML

Part 2: data drift is silently breaking your AI models — and how we caught it early.

Your model can rot while every test still passes. How we instrumented drift detection to catch degradation before it reached users.

Sep 2025 · 9 min Read article
10x
AI & ML

How We Made Our AI 10x More Reliable Without Changing a Single Line of Code

Reliability often isn't a model problem; it's a data problem. The pipeline and validation changes that made our predictions trustworthy.

Oct 8, 2025 · 3 min Read article
AI
AI & ML

From Data to Math to Model: The Real AI Work No One Talks About

The glamorous part is the model. The work that actually decides success happens long before — in the data and the maths underneath it.

Oct 20, 2025 · 5 min Read article
PG
Engineering

300 million records, one Postgres database, zero downtime.

Smart partitioning that conquers enterprise scale. How we restructured a massive Postgres database without taking the product offline.

Oct 2025 · 9 min Read article
100M
Engineering

Architecting for chaos: scaling Heroku APIs, dynos and Redis to 100M real-time requests.

What it really takes to push a Heroku stack to nine-figure traffic — the bottlenecks we hit and the architecture that held under load.

Oct 2025 · 10 min Read article
UX
Strategy & UX

The UX Formula U.S. Enterprises Swear By - Prestanda Consulting’s Double Diamond Approach

Credibility drives genuine conversions. How Prestanda's Double Diamond process turns enterprise UX from guesswork into a repeatable system.

Oct 15, 2025 · 4 min Read article